Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article gathers together some Traditional Knowledge keepers’ understandings concerning the roles and responsibilities of Guests and Hosts. The responsibilities are mapped upon Wampum Belts and in this article include my understanding, as a Haudenosaunee woman. Through discussions with some Knowledge Keepers, examination of the relevant literature, and my own understandings of the issues, I look carefully, at the work of Tuck and Yang (2010) and Lawrence and Dua (2005). I continue with a synthesis of contemporary debates concerning, the underlying complexities of Guests/Settlers roles and responsibilities. I offer differentiations between the descriptive labels in conventional use. My intent is to engage and push non-Onkwehonweh people to challenge their ‘taken-for-granted’ understandings of their ‘rights’, and to encourage them to look with fresh eyes at their understandings of their attendant responsibilities.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it